Regularization and optimization in model-based clustering Pattern Recognition – Volume 150, June 2024, 110310 Due to their conceptual simplicity, k-means algorithm variants have been extensively used for unsupervised cluster analysis. However, one main shortcoming of these algorithms is that they essentially fit a mixture of identical spherical Gaussians to data that vastly deviates from such…